EquiVault BlogHow we build, why the AI never writes the numbers, and what a defensible thesis actually looks like.https://equivault.ai/en-us20 minutes to a defensible thesis (not eight hours)https://equivault.ai/blog/20-minutes-to-a-defensible-thesis/https://equivault.ai/blog/20-minutes-to-a-defensible-thesis/A walkthrough: pick a company, ask Atlas, watch the thesis narrate itself on the canvas — every number clickable back to its filing. Educational, not advice.Wed, 15 Jul 2026 00:00:00 GMTEuropean coverage is a second-class citizen everywhere elsehttps://equivault.ai/blog/european-coverage-second-class-everywhere-else/https://equivault.ai/blog/european-coverage-second-class-everywhere-else/US research tools treat European filings as an afterthought. EquiVault covers ~4,000 European companies natively — ESEF + Companies House, EU-hosted, 6 languages.Wed, 15 Jul 2026 00:00:00 GMTWhy our AI never touches the numbershttps://equivault.ai/blog/why-our-ai-never-touches-the-numbers/https://equivault.ai/blog/why-our-ai-never-touches-the-numbers/Most AI research tools let the model invent the figures. Ours can't. How EquiVault fences the LLM to interpretation and puts a receipt on every number.Wed, 15 Jul 2026 00:00:00 GMT